feat: add cli event handler #256

kzamlynska · 2024-12-17T15:33:03Z

Added:

CLI Trace handler with rendering to the console
CLI Span implementation
Printing to console in real -time
Rendering inputs and outputs

github-actions · 2024-12-17T15:34:35Z

Code Coverage Summary

Filename                                                                                                      Stmts    Miss  Cover    Missing
----------------------------------------------------------------------------------------------------------  -------  ------  -------  --------------------------------------
packages/__init__.py                                                                                              0       0  100.00%
packages/ragbits-cli/src/ragbits/cli/__init__.py                                                                 31       4  87.10%   73-74, 81-82
packages/ragbits-cli/src/ragbits/cli/_utils.py                                                                   23       4  82.61%   45, 62-64
packages/ragbits-cli/src/ragbits/cli/state.py                                                                    55       8  85.45%   48-49, 58, 61-62, 105, 112-113
packages/ragbits-conversations/src/ragbits/conversations/__init__.py                                              0       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/__init__.py                                      0       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/compressors/__init__.py                          3       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/compressors/base.py                             10       0  100.00%
packages/ragbits-conversations/src/ragbits/conversations/history/compressors/llm.py                              29       1  96.55%   79
packages/ragbits-conversations/tests/unit/history/test_llm_compressor.py                                         64       0  100.00%
packages/ragbits-core/src/ragbits/core/__init__.py                                                                6       2  66.67%   8-9
packages/ragbits-core/src/ragbits/core/cli.py                                                                     6       0  100.00%
packages/ragbits-core/src/ragbits/core/config.py                                                                 17       0  100.00%
packages/ragbits-core/src/ragbits/core/options.py                                                                17       0  100.00%
packages/ragbits-core/src/ragbits/core/types.py                                                                   9       0  100.00%
packages/ragbits-core/src/ragbits/core/audit/__init__.py                                                         74       5  93.24%   42-45, 54-56
packages/ragbits-core/src/ragbits/core/audit/base.py                                                             44       1  97.73%   119
packages/ragbits-core/src/ragbits/core/audit/cli.py                                                              67       0  100.00%
packages/ragbits-core/src/ragbits/core/embeddings/__init__.py                                                     4       0  100.00%
packages/ragbits-core/src/ragbits/core/embeddings/base.py                                                        20       2  90.00%   56, 69
packages/ragbits-core/src/ragbits/core/embeddings/exceptions.py                                                  17       7  58.82%   7-8, 17, 26-27, 36, 45
packages/ragbits-core/src/ragbits/core/embeddings/litellm.py                                                     38      18  52.63%   78-112
packages/ragbits-core/src/ragbits/core/embeddings/noop.py                                                         8       0  100.00%
packages/ragbits-core/src/ragbits/core/llms/__init__.py                                                           4       0  100.00%
packages/ragbits-core/src/ragbits/core/llms/base.py                                                              53       7  86.79%   52, 64, 148-156, 160
packages/ragbits-core/src/ragbits/core/llms/exceptions.py                                                        17       7  58.82%   7-8, 17, 26-27, 36, 45
packages/ragbits-core/src/ragbits/core/llms/factory.py                                                           12       3  75.00%   30, 41, 51
packages/ragbits-core/src/ragbits/core/llms/litellm.py                                                           90      28  68.89%   92, 98-119, 162, 197-218, 240-245, 256
packages/ragbits-core/src/ragbits/core/llms/local.py                                                             56      27  51.79%   9-12, 67-75, 87-88, 109-120, 141-157
packages/ragbits-core/src/ragbits/core/llms/mock.py                                                              29       9  68.97%   64-75
packages/ragbits-core/src/ragbits/core/metadata_stores/__init__.py                                                3       0  100.00%
packages/ragbits-core/src/ragbits/core/metadata_stores/base.py                                                   11       0  100.00%
packages/ragbits-core/src/ragbits/core/metadata_stores/exceptions.py                                              4       0  100.00%
packages/ragbits-core/src/ragbits/core/metadata_stores/in_memory.py                                              16       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/__init__.py                                                         2       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/_cli.py                                                            44      21  52.27%   25-33, 47-49, 63-65, 73-75, 89-97
packages/ragbits-core/src/ragbits/core/prompt/base.py                                                            20       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/parsers.py                                                         35       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/prompt.py                                                         126       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/discovery/__init__.py                                               2       0  100.00%
packages/ragbits-core/src/ragbits/core/prompt/discovery/prompt_discovery.py                                      33       2  93.94%   54-55
packages/ragbits-core/src/ragbits/core/utils/__init__.py                                                          0       0  100.00%
packages/ragbits-core/src/ragbits/core/utils/_pyproject.py                                                       38       1  97.37%   113
packages/ragbits-core/src/ragbits/core/utils/config_handling.py                                                  72       8  88.89%   16, 54-55, 62-63, 152-154
packages/ragbits-core/src/ragbits/core/utils/decorators.py                                                       29       0  100.00%
packages/ragbits-core/src/ragbits/core/utils/dict_transformations.py                                             72       3  95.83%   24, 27, 108
packages/ragbits-core/src/ragbits/core/vector_stores/__init__.py                                                  3       0  100.00%
packages/ragbits-core/src/ragbits/core/vector_stores/_cli.py                                                     51       4  92.16%   63, 85, 91, 121
packages/ragbits-core/src/ragbits/core/vector_stores/base.py                                                     40       0  100.00%
packages/ragbits-core/src/ragbits/core/vector_stores/chroma.py                                                   59       1  98.31%   77
packages/ragbits-core/src/ragbits/core/vector_stores/in_memory.py                                                38       0  100.00%
packages/ragbits-core/src/ragbits/core/vector_stores/qdrant.py                                                   62       1  98.39%   77
packages/ragbits-core/tests/cli/__init__.py                                                                       0       0  100.00%
packages/ragbits-core/tests/cli/test_cli_trace_handler.py                                                        48       3  93.75%   30, 43, 56
packages/ragbits-core/tests/cli/test_vector_store.py                                                            103       0  100.00%
packages/ragbits-core/tests/integration/vector_stores/test_vector_store.py                                       31       0  100.00%
packages/ragbits-core/tests/unit/__init__.py                                                                      0       0  100.00%
packages/ragbits-core/tests/unit/test_options.py                                                                 21       0  100.00%
packages/ragbits-core/tests/unit/audit/__init__.py                                                                0       0  100.00%
packages/ragbits-core/tests/unit/audit/test_cli.py                                                              102       0  100.00%
packages/ragbits-core/tests/unit/audit/test_trace.py                                                             93       3  96.77%   14, 17, 20
packages/ragbits-core/tests/unit/embeddings/test_from_config.py                                                  14       0  100.00%
packages/ragbits-core/tests/unit/llms/__init__.py                                                                 0       0  100.00%
packages/ragbits-core/tests/unit/llms/test_from_config.py                                                        16       0  100.00%
packages/ragbits-core/tests/unit/llms/test_litellm.py                                                            63       0  100.00%
packages/ragbits-core/tests/unit/llms/factory/__init__.py                                                         0       0  100.00%
packages/ragbits-core/tests/unit/llms/factory/test_get_default_llm.py                                            12       0  100.00%
packages/ragbits-core/tests/unit/metadata_stores/__init__.py                                                      0       0  100.00%
packages/ragbits-core/tests/unit/metadata_stores/test_from_config.py                                             11       0  100.00%
packages/ragbits-core/tests/unit/metadata_stores/test_in_memory.py                                               22       0  100.00%
packages/ragbits-core/tests/unit/prompts/__init__.py                                                              0       0  100.00%
packages/ragbits-core/tests/unit/prompts/test_parsers.py                                                         65       0  100.00%
packages/ragbits-core/tests/unit/prompts/test_prompt.py                                                         165       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/__init__.py                                                    0       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/prompt_classes_for_tests.py                                   30       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/test_prompt_discovery.py                                      18       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/ragbits_tests_pkg_with_prompts/__init__.py                     2       1  50.00%   3
packages/ragbits-core/tests/unit/prompts/discovery/ragbits_tests_pkg_with_prompts/prompts/__init__.py             3       2  33.33%   2-4
packages/ragbits-core/tests/unit/prompts/discovery/ragbits_tests_pkg_with_prompts/prompts/temp_prompt1.py        14       0  100.00%
packages/ragbits-core/tests/unit/prompts/discovery/ragbits_tests_pkg_with_prompts/prompts/temp_prompt2.py        14       0  100.00%
packages/ragbits-core/tests/unit/utils/__init__.py                                                                0       0  100.00%
packages/ragbits-core/tests/unit/utils/test_config_handling.py                                                   65       2  96.92%   27-28
packages/ragbits-core/tests/unit/utils/test_decorators.py                                                        26       2  92.31%   17, 39
packages/ragbits-core/tests/unit/utils/test_dict_transformations.py                                              69       0  100.00%
packages/ragbits-core/tests/unit/utils/pyproject/test_find.py                                                    13       0  100.00%
packages/ragbits-core/tests/unit/utils/pyproject/test_get_config.py                                               9       0  100.00%
packages/ragbits-core/tests/unit/utils/pyproject/test_get_instace.py                                             37       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/__init__.py                                                        0       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_chroma.py                                                    61       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_from_config.py                                               38       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_in_memory.py                                                 84       0  100.00%
packages/ragbits-core/tests/unit/vector_stores/test_qdrant.py                                                    40       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/__init__.py                                          2       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/_main.py                                            92       4  95.65%   203-210, 213
packages/ragbits-document-search/src/ragbits/document_search/documents/__init__.py                                0       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/documents/document.py                               61       2  96.72%   99, 146
packages/ragbits-document-search/src/ragbits/document_search/documents/element.py                                78      12  84.62%   87, 167-174, 183-185
packages/ragbits-document-search/src/ragbits/document_search/documents/exceptions.py                             11       5  54.55%   7-8, 17, 26-27
packages/ragbits-document-search/src/ragbits/document_search/documents/sources.py                               116      13  88.79%   130, 213-218, 255-258, 262-263
packages/ragbits-document-search/src/ragbits/document_search/ingestion/__init__.py                                0       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/document_processor.py                     33       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/processor_strategies/__init__.py           5       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/processor_strategies/base.py              25       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/processor_strategies/batched.py           18       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/processor_strategies/distributed.py       30       8  73.33%   8-9, 36, 64-71
packages/ragbits-document-search/src/ragbits/document_search/ingestion/processor_strategies/sequential.py        13       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/providers/__init__.py                      3       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/providers/base.py                         19       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/providers/dummy.py                        20       7  65.00%   33, 54-60
packages/ragbits-document-search/src/ragbits/document_search/ingestion/providers/unstructured/__init__.py         4       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/ingestion/providers/unstructured/default.py         46       4  91.30%   98, 103-104, 137
packages/ragbits-document-search/src/ragbits/document_search/ingestion/providers/unstructured/images.py          50      19  62.00%   73-80, 87-99, 111, 124
packages/ragbits-document-search/src/ragbits/document_search/ingestion/providers/unstructured/pdf.py             19       6  68.42%   23, 35-43
packages/ragbits-document-search/src/ragbits/document_search/ingestion/providers/unstructured/utils.py           38      11  71.05%   71, 82-83, 98-101, 110, 121-123
packages/ragbits-document-search/src/ragbits/document_search/retrieval/__init__.py                                0       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/__init__.py                     5       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/base.py                         9       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/llm.py                         25       4  84.00%   47-50
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/noop.py                         6       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rephrasers/prompts.py                     16       1  93.75%   52
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/__init__.py                      3       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/base.py                         17       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/litellm.py                      16       0  100.00%
packages/ragbits-document-search/src/ragbits/document_search/retrieval/rerankers/noop.py                          9       0  100.00%
packages/ragbits-document-search/tests/__init__.py                                                                0       0  100.00%
packages/ragbits-document-search/tests/helpers.py                                                                 3       0  100.00%
packages/ragbits-document-search/tests/integration/__init__.py                                                    0       0  100.00%
packages/ragbits-document-search/tests/integration/test_rerankers.py                                             15       6  60.00%   18-38
packages/ragbits-document-search/tests/integration/test_sources.py                                               23      10  56.52%   22-32, 40-45
packages/ragbits-document-search/tests/integration/test_unstructured.py                                          48      10  79.17%   52-58, 71-77
packages/ragbits-document-search/tests/unit/test_document_processor.py                                           17       0  100.00%
packages/ragbits-document-search/tests/unit/test_document_search.py                                              88       0  100.00%
packages/ragbits-document-search/tests/unit/test_documents.py                                                    13       0  100.00%
packages/ragbits-document-search/tests/unit/test_elements.py                                                     19       0  100.00%
packages/ragbits-document-search/tests/unit/test_local_file_source.py                                            13       0  100.00%
packages/ragbits-document-search/tests/unit/test_processing_strategies.py                                        25       0  100.00%
packages/ragbits-document-search/tests/unit/test_providers.py                                                    41       0  100.00%
packages/ragbits-document-search/tests/unit/test_rephrasers.py                                                   26       0  100.00%
packages/ragbits-document-search/tests/unit/test_rerankers.py                                                    51       1  98.04%   23
packages/ragbits-document-search/tests/unit/test_source_discriminator.py                                         35       0  100.00%
packages/ragbits-document-search/tests/unit/test_sources.py                                                      25       0  100.00%
packages/ragbits-guardrails/src/ragbits/guardrails/__init__.py                                                    0       0  100.00%
packages/ragbits-guardrails/src/ragbits/guardrails/base.py                                                       15       0  100.00%
packages/ragbits-guardrails/src/ragbits/guardrails/openai_moderation.py                                          19       5  73.68%   29-33
packages/ragbits-guardrails/tests/unit/test_openai_moderation.py                                                 35       0  100.00%
TOTAL                                                                                                          4152     315  92.41%

Diff against main

Filename                                                     Stmts    Miss  Cover
---------------------------------------------------------  -------  ------  --------
packages/ragbits-cli/src/ragbits/cli/__init__.py                +5       0  +2.48%
packages/ragbits-cli/src/ragbits/cli/state.py                   +1       0  +0.26%
packages/ragbits-core/src/ragbits/core/__init__.py              +6      +2  -33.33%
packages/ragbits-core/src/ragbits/core/audit/__init__.py        +7      -1  +2.20%
packages/ragbits-core/src/ragbits/core/audit/base.py           +12      +1  -2.27%
packages/ragbits-core/src/ragbits/core/audit/cli.py            +67       0  +100.00%
packages/ragbits-core/tests/cli/test_cli_trace_handler.py      +48      +3  +93.75%
packages/ragbits-core/tests/unit/audit/test_cli.py            +102       0  +100.00%
packages/ragbits-core/tests/unit/audit/test_trace.py            +5       0  +0.18%
TOTAL                                                         +253      +5  +0.68%

Results for commit: 03f42e2

Minimum allowed coverage is 60%

♻️ This comment has been updated with latest results

github-actions · 2024-12-17T15:37:18Z

Trivy scanning results.

.venv/lib/python3.10/site-packages/litellm/proxy/_types.py (secrets)

Total: 1 (MEDIUM: 1, HIGH: 0, CRITICAL: 0)

MEDIUM: Slack (slack-web-hook)
════════════════════════════════════════
Slack Webhook
────────────────────────────────────────
.venv/lib/python3.10/site-packages/litellm/proxy/_types.py:1314
────────────────────────────────────────
1312 alert_to_webhook_url: Optional[Dict] = Field(
1313 None,
1314 [ bhook_url: {'budget_alerts': '*****************************************************************************'}`",
1315 )
────────────────────────────────────────

.venv/lib/python3.10/site-packages/PyJWT-2.9.0.dist-info/METADATA (secrets)

Total: 1 (MEDIUM: 1, HIGH: 0, CRITICAL: 0)

MEDIUM: JWT (jwt-token)
════════════════════════════════════════
JWT token
────────────────────────────────────────
.venv/lib/python3.10/site-packages/PyJWT-2.9.0.dist-info/METADATA:80
────────────────────────────────────────
78 >>> encoded = jwt.encode({"some": "payload"}, "secret", algorithm="HS256")
79 >>> print(encoded)
80 [ *********************************************************************************************************
81 >>> jwt.decode(encoded, "secret", algorithms=["HS256"])
────────────────────────────────────────

.venv/lib/python3.10/site-packages/litellm/llms/huggingface/huggingface_llms_metadata/hf_text_generation_models.txt (secrets)

Total: 1 (MEDIUM: 0, HIGH: 0, CRITICAL: 1)

CRITICAL: HuggingFace (hugging-face-access-token)
════════════════════════════════════════
Hugging Face Access Token
────────────────────────────────────────
.venv/lib/python3.10/site-packages/litellm/llms/huggingface/huggingface_llms_metadata/hf_text_generation_models.txt:36162
────────────────────────────────────────
36160 mncai/Llama2-7B-Active_3rd-floor-LoRA-dim64_epoch4
36161 ajcdp/CM
36162 [ Nagharjun17/*************************************
36163 BigSalmon/InformalToFormalLincoln114Paraphrase
────────────────────────────────────────

examples/document-search/chroma_cli.py

packages/ragbits-core/src/ragbits/core/audit/cli_span.py

packages/ragbits-core/src/ragbits/core/audit/cli_tracer.py

packages/ragbits-core/src/ragbits/core/audit/cli_span.py

packages/ragbits-core/src/ragbits/core/audit/cli_tracer.py

micpst · 2024-12-18T08:40:00Z

i noticed we’re using rich tree for rendering traces - it looks great! But it doesn’t show any info about inputs and outputs. maybe we could think about how to include those in the layout?

btw, the tree is rendered at the end of processing, maybe there is an option to do it irl - https://rich.readthedocs.io/en/stable/live.html 🤔

…cli-event-handler

packages/ragbits-core/src/ragbits/core/audit/cli.py

packages/ragbits-core/src/ragbits/core/embeddings/litellm.py

kzamlynska · 2024-12-27T19:06:19Z

i noticed we’re using rich tree for rendering traces - it looks great! But it doesn’t show any info about inputs and outputs. maybe we could think about how to include those in the layout?

btw, the tree is rendered at the end of processing, maybe there is an option to do it irl - https://rich.readthedocs.io/en/stable/live.html 🤔

I've added this. It is working well.

ludwiktrammer

Looks good but I think it requires at least some tests and maybe even some documentation

packages/ragbits-cli/src/ragbits/cli/__init__.py

packages/ragbits-core/src/ragbits/core/audit/cli.py

…cli-event-handler

kzamlynska added 11 commits December 16, 2024 20:29

Feat: CLI trace handler basic

345e337

reformat files

691dc71

reformat files

a9167bf

add typing and doc strings

11f8f1b

add typing and doc strings

d04d8e9

add typing and doc strings

4b7931e

add typing and doc strings

56d9e17

pre commit checks corrections

773edf0

pre commit checks corrections

99c8045

pre commit checks corrections

766c036

pre commit checks corrections

aa73c6a

kzamlynska marked this pull request as draft December 17, 2024 15:33

kdziedzic68 reviewed Dec 17, 2024

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kdziedzic68 reviewed Dec 17, 2024

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kdziedzic68 reviewed Dec 17, 2024

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kdziedzic68 reviewed Dec 17, 2024

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micpst reviewed Dec 18, 2024

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micpst linked an issue Dec 18, 2024 that may be closed by this pull request

feat(core): add CLI EventHandler #226

Open

micpst changed the title ~~226 cli event handler~~ feat: add cli event handler Dec 18, 2024

kzamlynska added 8 commits December 18, 2024 11:57

print inputs/outputs with trace tree

d8f6dab

print inputs/outputs with trace tree

0a64ac9

rename and refactor according to review tips

4f85b6a

Feat: CLI trace handler basic

a2b3821

reformat files

eea3984

reformat files

5324f8f

add typing and doc strings

3da2dac

add typing and doc strings

c4a653e

kzamlynska added 2 commits December 19, 2024 19:05

read verbose from env variables

76ef33c

Merge branch 'main' into 226-cli-event-handler

723e86e

kzamlynska marked this pull request as ready for review December 19, 2024 18:11

kzamlynska added 2 commits December 19, 2024 19:16

deleted info verbose disabled for test sake

dc5164a

Merge remote-tracking branch 'origin/226-cli-event-handler' into 226-…

4ca2cef

…cli-event-handler

micpst reviewed Dec 20, 2024

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packages/ragbits-core/src/ragbits/core/embeddings/litellm.py Outdated Show resolved Hide resolved

kzamlynska added 6 commits December 20, 2024 12:02

set tracer from env variable in core init

358bf6c

print input ouput to console improved

fffb878

check the existance of handler instance

66fdaf6

remove not needed comment

a3df4eb

enum classes and live tree printing

489359f

bug fix

011d1c8

kzamlynska added 2 commits December 27, 2024 20:08

Merge branch 'main' into 226-cli-event-handler

141aadf

embeddings back to outputs

13d0b98

ludwiktrammer reviewed Jan 2, 2025

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ludwiktrammer reviewed Jan 3, 2025

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packages/ragbits-core/src/ragbits/core/audit/cli.py Outdated Show resolved Hide resolved

kzamlynska and others added 13 commits January 10, 2025 09:50

Merge branch 'main' into 226-cli-event-handler

c9fdc31

pre commit formatting and review corrections

6481a80

unit tests for client trace handler

6fd5a22

Merge branch 'main' into 226-cli-event-handler

c51232d

tests for client trace handler

5d2eabe

Merge remote-tracking branch 'origin/226-cli-event-handler' into 226-…

4d26be6

…cli-event-handler

fix: clear audit handlers after test

7283174

fix

8f5f38c

review: cli fixes (#273)

f9d0b71

tests for cli_trace_handler prints to the console

492b964

change file name not to be the same as the library name

32eec98

change file name not to be the same as the library name

6b1d677

colors name changed

03f42e2

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feat: add cli event handler #256

feat: add cli event handler #256

kzamlynska commented Dec 17, 2024 •

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micpst commented Dec 18, 2024 •

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kzamlynska commented Dec 27, 2024

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feat: add cli event handler #256

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feat: add cli event handler #256

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kzamlynska commented Dec 17, 2024 • edited Loading

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.venv/lib/python3.10/site-packages/litellm/proxy/_types.py (secrets)

.venv/lib/python3.10/site-packages/PyJWT-2.9.0.dist-info/METADATA (secrets)

.venv/lib/python3.10/site-packages/litellm/llms/huggingface/huggingface_llms_metadata/hf_text_generation_models.txt (secrets)

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kzamlynska commented Dec 17, 2024 •

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micpst commented Dec 18, 2024 •

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